Zero Trust_Less Subset Image_Aug+11+2024_10.00.sav
Missing file
.sav
file with metadata about the columns. To proceed, I will need to load the file and examine its contents. This will allow me to analyze the variables A7_1 through A17_5 and determine the stack ranking based on the recorded entries..sav
file and inspecting the data.Variable | Rank 1 Percentage |
---|---|
A10_2 | 69.57% |
A13_1 | 58.70% |
A16_1 | 56.52% |
A11_1 | 47.10% |
A12_1 | 44.20% |
A9_3 | 41.30% |
A14_2 | 36.23% |
A7_1 | 34.78% |
A7_5 | 34.78% |
A8_5 | 33.33% |
A15_5 | 31.88% |
A17_5 | 31.88% |
A17_1 | 31.16% |
A13_3 | 30.43% |
A12_4 | 27.54% |
A15_3 | 25.36% |
A14_3 | 24.64% |
A15_4 | 23.19% |
A16_5 | 21.74% |
A17_2 | 21.01% |
A7_3 | 20.29% |
A8_1 | 19.57% |
A11_4 | 19.57% |
A8_4 | 18.12% |
A9_2 | 17.39% |
A14_4 | 17.39% |
A15_1 | 17.39% |
A9_1 | 16.67% |
A9_4 | 15.94% |
A8_2 | 15.22% |
A8_3 | 13.77% |
A11_5 | 13.04% |
A12_3 | 13.04% |
A11_3 | 12.32% |
A17_3 | 12.32% |
A10_1 | 11.59% |
A14_5 | 11.59% |
A14_1 | 10.14% |
A12_5 | 9.42% |
A9_5 | 8.70% |
A10_3 | 8.70% |
A16_2 | 8.70% |
A11_2 | 7.97% |
A16_4 | 7.25% |
A7_2 | 6.52% |
A12_2 | 5.80% |
A16_3 | 5.80% |
A10_4 | 5.07% |
A10_5 | 5.07% |
A13_2 | 4.35% |
A13_5 | 4.35% |
A7_4 | 3.62% |
A17_4 | 3.62% |
A13_4 | 2.17% |
A15_2 | 2.17% |
mean()
function on the Rank 1 percentages column to calculate the mean percentage.median()
function on the Rank 1 percentages column to calculate the median percentage.std()
function on the Rank 1 percentages column to calculate the standard deviation.A7_1_Percent
, A7_2_Percent
, etc., were not created or are not recognized by SPSS. Let's ensure that these variables are properly created before calculating the median.Zero Trust_Less Subset Image_092124_17+35.sav
Missing file
spssdata
module is not available in the current environment. Let's use an alternative method to load the SPSS file. We can use the pyreadstat
library to read the SPSS file into a pandas DataFrame.pyreadstat
library.pyreadstat
.pyreadstat
library.YOE | Job_Role | Company_Size | Region | A7_1 | A7_2 | A7_3 | A7_4 | A7_5 | A8_1 |
---|---|---|---|---|---|---|---|---|---|
5.0 | 3.0 | 7.0 | 5.0 | 2.0 | 4.0 | 1.0 | 3.0 | 5.0 | 4.0 |
5.0 | 7.0 | 7.0 | 5.0 | 2.0 | 4.0 | 1.0 | 3.0 | 5.0 | 1.0 |
4.0 | 4.0 | 7.0 | 5.0 | 3.0 | 4.0 | 2.0 | 5.0 | 1.0 | 5.0 |
5.0 | 3.0 | 7.0 | 5.0 | 2.0 | 4.0 | 1.0 | 5.0 | 3.0 | 1.0 |
2.0 | 3.0 | 7.0 | 5.0 | 1.0 | 3.0 | 4.0 | 5.0 | 2.0 | 5.0 |
Variable | Mean | Standard Deviation |
---|---|---|
A7_1 | 2.13 | 1.04 |
A7_2 | 3.44 | 1.20 |
A7_3 | 2.64 | 1.19 |
A7_4 | 4.06 | 1.18 |
A7_5 | 2.72 | 1.56 |
A8_1 | 3.14 | 1.46 |
A8_2 | 2.82 | 1.20 |
A8_3 | 3.42 | 1.40 |
A8_4 | 2.79 | 1.30 |
A8_5 | 2.83 | 1.60 |
A9_1 | 2.70 | 1.14 |
A9_2 | 3.03 | 1.34 |
A9_3 | 2.20 | 1.28 |
A9_4 | 3.50 | 1.45 |
A9_5 | 3.57 | 1.39 |
A10_1 | 2.87 | 1.27 |
A10_2 | 1.59 | 1.05 |
A10_3 | 3.17 | 1.12 |
A10_4 | 3.86 | 1.17 |
A10_5 | 3.51 | 1.30 |
A11_1 | 2.01 | 1.21 |
A11_2 | 3.07 | 1.21 |
A11_3 | 3.38 | 1.35 |
A11_4 | 3.13 | 1.41 |
A11_5 | 3.40 | 1.42 |
A12_1 | 2.15 | 1.30 |
A12_2 | 3.11 | 1.26 |
A12_3 | 2.29 | 1.26 |
A12_4 | 3.01 | 1.58 |
A12_5 | 3.52 | 1.35 |
A13_1 | 1.81 | 1.14 |
A13_2 | 3.68 | 1.07 |
A13_3 | 2.10 | 0.99 |
A13_4 | 4.02 | 1.02 |
A13_5 | 3.38 | 1.30 |
A14_1 | 3.58 | 1.34 |
A14_2 | 2.50 | 1.42 |
A14_3 | 2.64 | 1.33 |
A14_4 | 3.02 | 1.36 |
A14_5 | 3.25 | 1.36 |
A15_1 | 3.30 | 1.46 |
A15_2 | 3.63 | 1.10 |
A15_3 | 2.93 | 1.52 |
A15_4 | 2.72 | 1.29 |
A15_5 | 2.42 | 1.36 |
A16_1 | 1.86 | 1.20 |
A16_2 | 2.85 | 1.15 |
A16_3 | 3.77 | 1.23 |
A16_4 | 3.57 | 1.23 |
A16_5 | 2.96 | 1.43 |
A17_1 | 2.82 | 1.45 |
A17_2 | 2.52 | 1.16 |
A17_3 | 2.86 | 1.08 |
A17_4 | 4.46 | 0.99 |
A17_5 | 2.33 | 1.26 |
Variable | Initial (Low) | Developing (Moderate) | Advanced (High) | Optimized (Very High) |
---|---|---|---|---|
A7_1 | 1.00 | 2.00 | 3.00 | 5.00 |
A7_2 | 2.25 | 4.00 | 4.00 | 5.00 |
A7_3 | 2.00 | 3.00 | 4.00 | 5.00 |
A7_4 | 3.00 | 5.00 | 5.00 | 5.00 |
A7_5 | 1.00 | 3.00 | 4.00 | 5.00 |
A8_1 | 2.00 | 3.00 | 4.75 | 5.00 |
A8_2 | 2.00 | 3.00 | 4.00 | 5.00 |
A8_3 | 2.00 | 4.00 | 5.00 | 5.00 |
A8_4 | 2.00 | 3.00 | 4.00 | 5.00 |
A8_5 | 1.00 | 3.00 | 4.00 | 5.00 |
A9_1 | 2.00 | 3.00 | 4.00 | 5.00 |
A9_2 | 2.00 | 3.00 | 4.00 | 5.00 |
A9_3 | 1.00 | 2.00 | 3.00 | 5.00 |
A9_4 | 2.00 | 4.00 | 5.00 | 5.00 |
A9_5 | 2.00 | 4.00 | 5.00 | 5.00 |
A10_1 | 2.00 | 3.00 | 4.00 | 5.00 |
A10_2 | 1.00 | 1.00 | 2.00 | 5.00 |
A10_3 | 2.00 | 3.00 | 4.00 | 5.00 |
A10_4 | 3.00 | 4.00 | 5.00 | 5.00 |
A10_5 | 2.00 | 4.00 | 5.00 | 5.00 |
A11_1 | 1.00 | 2.00 | 3.00 | 5.00 |
A11_2 | 2.00 | 3.00 | 4.00 | 5.00 |
A11_3 | 2.00 | 4.00 | 5.00 | 5.00 |
A11_4 | 2.00 | 3.00 | 5.00 | 5.00 |
A11_5 | 2.00 | 4.00 | 5.00 | 5.00 |
A12_1 | 1.00 | 2.00 | 3.00 | 5.00 |
A12_2 | 2.00 | 3.00 | 4.00 | 5.00 |
A12_3 | 1.00 | 2.00 | 3.00 | 5.00 |
A12_4 | 2.00 | 3.00 | 5.00 | 5.00 |
A12_5 | 2.00 | 4.00 | 5.00 | 5.00 |
A13_1 | 1.00 | 2.00 | 3.00 | 5.00 |
A13_2 | 3.00 | 4.00 | 5.00 | 5.00 |
A13_3 | 1.00 | 2.00 | 3.00 | 5.00 |
A13_4 | 3.00 | 5.00 | 5.00 | 5.00 |
A13_5 | 2.00 | 4.00 | 5.00 | 5.00 |
A14_1 | 2.00 | 4.00 | 5.00 | 5.00 |
A14_2 | 1.00 | 2.00 | 4.00 | 5.00 |
A14_3 | 2.00 | 3.00 | 4.00 | 5.00 |
A14_4 | 2.00 | 3.00 | 4.00 | 5.00 |
A14_5 | 2.00 | 3.00 | 4.00 | 5.00 |
A15_1 | 2.00 | 3.00 | 4.00 | 5.00 |
A15_2 | 3.00 | 4.00 | 4.00 | 5.00 |
A15_3 | 2.00 | 3.00 | 4.00 | 5.00 |
A15_4 | 2.00 | 3.00 | 4.00 | 5.00 |
A15_5 | 1.00 | 2.00 | 4.00 | 5.00 |
A16_1 | 1.00 | 2.00 | 3.00 | 5.00 |
A16_2 | 2.00 | 3.00 | 4.00 | 5.00 |
A16_3 | 3.00 | 4.00 | 5.00 | 5.00 |
A16_4 | 3.00 | 4.00 | 5.00 | 5.00 |
A16_5 | 2.00 | 3.00 | 4.00 | 5.00 |
A17_1 | 2.00 | 3.00 | 4.00 | 5.00 |
A17_2 | 2.00 | 3.00 | 4.00 | 5.00 |
A17_3 | 2.00 | 3.00 | 4.00 | 5.00 |
A17_4 | 3.00 | 5.00 | 5.00 | 5.00 |
A17_5 | 1.00 | 2.00 | 4.00 | 5.00 |
Corrected_Posture_Levels_Summary_092024.sav
Missing file
df_corrected
is not defined in the current context. This might be due to the variable not being loaded correctly or being out of scope.